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import intake
import pandas as pd
import hvplot.intake
intake.output_notebook()
import holoviews as hv
import hvplot.xarray
hv.extension('bokeh', width=80)

Landsat 4-9 C2 U.S. ARD

• Tile ID: LC09_CU_004008_20221129_20221204_02

• Acquisition Date: 2022-11-29

• Horizontal: 4

• Vertical: 8

Landsat 8-9 OLI/TIRS C2 L2

• ID: LC09_L2SP_042033_20221129_20221201_02_T1

• Date Acquired: 2022/11/29

• Path: 042

• Row: 033

cat = intake.open_catalog('data/catalog.yml')
list(cat)

['landsat_5_small',
 'landsat_8_small',
 'landsat_5',
 'landsat_8',
 'google_landsat_band',
 'amazon_landsat_band',
 'fluxnet_daily',
 'fluxnet_metadata',
 'seattle_lidar']

cat.landsat_8_small

landsat_8_small:
  args:
    chunks:
      band: 1
      x: 50
      y: 50
    concat_dim: band
    storage_options:
      anon: true
    urlpath: s3://earth-data/landsat/small/LC08_L1TP_042033_20171022_20171107_01_T1_sr_band{band:d}.tif
  description: Small version of Landsat 8 Surface Reflectance Level-2 Science Product.
  driver: intake_xarray.raster.RasterIOSource
  metadata:
    cache:
    - argkey: urlpath
      regex: earth-data/landsat
      type: file
    catalog_dir: /Users/droumis/src/hv-landsat-cookbook/notebooks/data/

path = 42
row = 33
product_id = 'LC08_L1TP_042033_20171022_20171107_01_T1'
band = 5

gcp_data_source = cat.google_landsat_band(path=path, row=row, product_id=product_id, band=band)
gcp_data_source

google_landsat_band:
  args:
    chunks:
      band: 1
      x: 256
      y: 256
    urlpath: https://storage.googleapis.com/gcp-public-data-landsat/LC08/01/042/033/LC08_L1TP_042033_20171022_20171107_01_T1/LC08_L1TP_042033_20171022_20171107_01_T1_B5.TIF
  description: Landsat bands from Google Cloud Storage
  driver: intake_xarray.raster.RasterIOSource
  metadata:
    catalog_dir: /Users/droumis/src/hv-landsat-cookbook/notebooks/data/

gcp_da = gcp_data_source.read_chunked()
# RasterioIOError: HTTP response code: 404

gcp_da

<xarray.DataArray (band: 1, y: 7941, x: 7821)>
dask.array<open_rasterio-53b5e0b7015d00beab8404958d5ef0fc<this-array>, shape=(1, 7941, 7821), dtype=uint16, chunksize=(1, 256, 256), chunktype=numpy.ndarray>
Coordinates:
  * band     (band) int64 1
  * y        (y) float64 4.426e+06 4.426e+06 4.426e+06 ... 4.188e+06 4.188e+06
  * x        (x) float64 2.433e+05 2.433e+05 2.434e+05 ... 4.779e+05 4.779e+05
Attributes:
    transform:      (30.0, 0.0, 243285.0, 0.0, -30.0, 4425915.0)
    crs:            +init=epsg:32611
    res:            (30.0, 30.0)
    is_tiled:       1
    nodatavals:     (nan,)
    scales:         (1.0,)
    offsets:        (0.0,)
    AREA_OR_POINT:  Point

xarray.DataArray

• band: 1
• y: 7941
• x: 7821

• dask.array<chunksize=(1, 256, 256), meta=np.ndarray>

  Array Chunk Bytes 118.46 MiB 128.00 kiB Shape (1, 7941, 7821) (1, 256, 256) Dask graph 992 chunks in 2 graph layers Data type uint16 numpy.ndarray

• Coordinates: (3)
  • band
    (band)
    int64
    1

    array([1])

  • y
    (y)
    float64
    4.426e+06 4.426e+06 ... 4.188e+06

    array([4425900., 4425870., 4425840., ..., 4187760., 4187730., 4187700.])

  • x
    (x)
    float64
    2.433e+05 2.433e+05 ... 4.779e+05

    array([243300., 243330., 243360., ..., 477840., 477870., 477900.])

• Indexes: (3)
  • band
    PandasIndex

    PandasIndex(Int64Index([1], dtype='int64', name='band'))

  • y
    PandasIndex

    PandasIndex(Float64Index([4425900.0, 4425870.0, 4425840.0, 4425810.0, 4425780.0, 4425750.0,
                  4425720.0, 4425690.0, 4425660.0, 4425630.0,
                  ...
                  4187970.0, 4187940.0, 4187910.0, 4187880.0, 4187850.0, 4187820.0,
                  4187790.0, 4187760.0, 4187730.0, 4187700.0],
                 dtype='float64', name='y', length=7941))

  • x
    PandasIndex

    PandasIndex(Float64Index([243300.0, 243330.0, 243360.0, 243390.0, 243420.0, 243450.0,
                  243480.0, 243510.0, 243540.0, 243570.0,
                  ...
                  477630.0, 477660.0, 477690.0, 477720.0, 477750.0, 477780.0,
                  477810.0, 477840.0, 477870.0, 477900.0],
                 dtype='float64', name='x', length=7821))

• Attributes: (8)

  transform :

  (30.0, 0.0, 243285.0, 0.0, -30.0, 4425915.0)

  crs :

  +init=epsg:32611

  res :

  (30.0, 30.0)

  is_tiled :

  1

  nodatavals :

  (nan,)

  scales :

  (1.0,)

  offsets :

  (0.0,)

  AREA_OR_POINT :

  Point

# This takes about a minute to render the first time as in needs to touch all the data (118 MB)
# TODO add timing and ignore warnings
gcp_da.hvplot.image(x='x', y='y', width=400, height=400, geo=True, datashade=True, cmap='greys', title='2017')

/Users/droumis/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6
  in_crs_string = _prepare_from_proj_string(in_crs_string)

# maybe plot two big images of landsat 5,8 walker lake and then use annotation to select a small square around both to continue using a smaller dataset?
# No.. I think maybe set a center point first

sat search and intake-stac from https://www.element84.com/earth-search/

https://intake-stac.readthedocs.io/en/latest/tutorial.html#working-with-sat-search

import satsearch
import intake
print(satsearch.__version__)
from satsearch import Search

0.3.0

URL='https://earth-search.aws.element84.com/v0'

results = satsearch.Search(
    url=URL,
    collections=['landsat-8-l1-c1'],
    bbox=[43.16, -11.32, 43.54, -11.96]
)

items = results.items()

list(items)

[LC08_L1TP_163068_20210713_20210721_01_T1,
 LC08_L1TP_162068_20210706_20210713_01_T1,
 LC08_L1TP_163068_20210627_20210707_01_T1,
 LC08_L1TP_162068_20210620_20210628_01_T1,
 LC08_L1TP_163068_20210611_20210621_01_T1,
 LC08_L1TP_162068_20210604_20210614_01_T1,
 LC08_L1TP_163068_20210526_20210529_01_T1,
 LC08_L1TP_162068_20210519_20210528_01_T1,
 LC08_L1TP_163068_20210510_20210518_01_T1,
 LC08_L1TP_162068_20210503_20210508_01_T1,
 LC08_L1TP_162068_20210417_20210424_01_T1,
 LC08_L1TP_163068_20210408_20210416_01_T1,
 LC08_L1TP_162068_20210401_20210409_01_T1,
 LC08_L1TP_162068_20210316_20210328_01_T1,
 LC08_L1TP_163068_20210307_20210317_01_T1,
 LC08_L1TP_162068_20201210_20201218_01_T1,
 LC08_L1TP_163068_20201201_20201217_01_T1,
 LC08_L1TP_162068_20201124_20201210_01_T1,
 LC08_L1TP_163068_20201115_20201209_01_T1,
 LO08_L1TP_162068_20201108_20201120_01_T1,
 LC08_L1TP_162068_20201023_20201105_01_T1,
 LC08_L1TP_162068_20201007_20201016_01_T1,
 LC08_L1TP_163068_20200928_20201007_01_T1,
 LC08_L1TP_162068_20200921_20201006_01_T1,
 LC08_L1TP_162068_20200905_20200917_01_T1]

items

<satstac.itemcollection.ItemCollection at 0x11c41e5f0>

catalog = intake.open_stac_item_collection(items)

---------------------------------------------------------------------------
ValueError                                Traceback (most recent call last)
Cell In[12], line 1
----> 1 catalog = intake.open_stac_item_collection(items)

File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/intake_stac/catalog.py:68, in AbstractStacCatalog.__init__(self, stac_obj, **kwargs)
     66     self._stac_obj = self._stac_cls.from_file(stac_obj)
     67 else:
---> 68     raise ValueError('Expected %s instance, got: %s' % (self._stac_cls, type(stac_obj)))
     70 metadata = self._get_metadata(**kwargs.pop('metadata', {}))
     71 try:

ValueError: Expected <class 'pystac.item_collection.ItemCollection'> instance, got: <class 'satstac.itemcollection.ItemCollection'>

pangeo satsearch intake-stac

http://gallery.pangeo.io/repos/pangeo-data/landsat-8-tutorial-gallery/landsat8.html

import satsearch
import intake
print(satsearch.__version__)
from satsearch import Search

0.3.0

bbox = (-124.71, 45.47, -116.78, 48.93) #(west, south, east, north)

timeRange = '2019-01-01/2020-10-01'

# STAC metadata properties
properties =  ['eo:row=027',
               'eo:column=047',
               'landsat:tier=T1']

results = Search.search(collection='landsat-8-l1',
                        bbox=bbox,
                        url=URL,
                        datetime=timeRange,
                        property=properties,
                        sort=['<datetime'],
                        )

print('%s items' % results.found())
items = results.items()
items.save('subset.geojson')

34678 items

There are more items found (34678) than the limit (10000) provided.

# interrupted kernel

import dateutil

dateutil.parser.

# Remember that it is easy to load geojson with geopandas!
import geopandas as gpd
# this needed: pip install python-dateutil==2.8.2
# and: conda install -c conda-forge fiona

gf = gpd.read_file('subset.geojson')

---------------------------------------------------------------------------
ImportError                               Traceback (most recent call last)
Cell In[1], line 5
      2 import geopandas as gpd
      3 # this needed pip install python-dateutil==2.8.2
----> 5 gf = gpd.read_file('subset.geojson')

File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/geopandas/io/file.py:242, in _read_file(filename, bbox, mask, rows, engine, **kwargs)
    172 def _read_file(filename, bbox=None, mask=None, rows=None, engine=None, **kwargs):
    173     """
    174     Returns a GeoDataFrame from a file or URL.
    175 
   (...)
    240     by using the encoding keyword parameter, e.g. ``encoding='utf-8'``.
    241     """
--> 242     engine = _check_engine(engine, "'read_file' function")
    244     filename = _expand_user(filename)
    246     from_bytes = False

File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/geopandas/io/file.py:112, in _check_engine(engine, func)
    110     _check_pyogrio(func)
    111 elif engine is None:
--> 112     raise ImportError(
    113         f"The {func} requires the 'pyogrio' or 'fiona' package, "
    114         "but neither is installed or imports correctly."
    115         f"\nImporting fiona resulted in: {fiona_import_error}"
    116         f"\nImporting pyogrio resulted in: {pyogrio_import_error}"
    117     )
    119 return engine

ImportError: The 'read_file' function requires the 'pyogrio' or 'fiona' package, but neither is installed or imports correctly.
Importing fiona resulted in: No module named 'fiona'
Importing pyogrio resulted in: No module named 'pyogrio'

Using walker lake as target

URL='https://earth-search.aws.element84.com/v0'

bbox = (-119.00, 38.6, -118.5, 38.7) #(west, south, east, north)

timeRange = '2017-10-01/2017-12-01'

# STAC metadata properties
properties =  ['eo:row=042',
               'eo:column=033',
               'landsat:tier=T1']

results = Search.search(collection='landsat-8-l1',
                        bbox=bbox,
                        url=URL,
                        datetime=timeRange,
                        property=properties,
                        sort=['<datetime'],
                        )
print('%s items' % results.found())

18 items

items = results.items()
items.save('subset.geojson')

import geopandas as gpd
# this needed: pip install python-dateutil==2.8.2
# and: conda install -c conda-forge fiona

gf = gpd.read_file('subset.geojson')

gf.head()

	id	datetime	platform	constellation	gsd	data_coverage	view:off_nadir	eo:cloud_cover	proj:epsg	sentinel:latitude_band	sentinel:grid_square	sentinel:sequence	sentinel:product_id	created	updated	sentinel:valid_cloud_cover	sentinel:utm_zone	sentinel:data_coverage	geometry
0	S2B_11SLC_20171128_0_L1C	2017-11-28 18:47:14+00:00	sentinel-2b	sentinel-2	10	100.0	0	0.41	32611	S	LC	0	S2B_MSIL1C_20171128T184719_N0206_R070_T11SLC_2...	2020-09-01 07:49:24.253000+00:00	2020-09-01 07:49:24.253000+00:00	None	11	100	POLYGON ((-119.27281 37.83751, -119.30392 38.8...
1	S2B_11SLC_20171128_0_L2A	2017-11-28 18:47:14+00:00	sentinel-2b	sentinel-2	10	100.0	0	0.41	32611	S	LC	0	S2B_MSIL2A_20171128T184719_N0001_R070_T11SLC_2...	2020-09-01 07:49:24.335000+00:00	2020-09-01 07:49:24.335000+00:00	True	11	100	POLYGON ((-119.27281 37.83751, -119.30392 38.8...
2	S2B_11SLC_20171128_0_L2A	2017-11-28 18:47:14+00:00	sentinel-2b	sentinel-2	10	NaN	0	0.41	32611	S	LC	0	S2B_MSIL2A_20171128T184719_N0001_R070_T11SLC_2...	2020-09-02 01:59:01.324000+00:00	2020-09-02 01:59:01.324000+00:00	True	11	100	POLYGON ((-119.27281 37.83751, -119.30392 38.8...
3	S2B_11SLC_20171118_0_L1C	2017-11-18 18:47:20+00:00	sentinel-2b	sentinel-2	10	100.0	0	43.91	32611	S	LC	0	S2B_MSIL1C_20171118T184639_N0206_R070_T11SLC_2...	2020-09-01 07:49:24.289000+00:00	2020-09-01 07:49:24.289000+00:00	None	11	100	POLYGON ((-119.27281 37.83751, -119.30392 38.8...
4	S2B_11SLC_20171118_0_L2A	2017-11-18 18:47:20+00:00	sentinel-2b	sentinel-2	10	100.0	0	43.91	32611	S	LC	0	S2B_MSIL2A_20171118T184639_N0001_R070_T11SLC_2...	2020-09-01 07:49:24.365000+00:00	2020-09-01 07:49:24.365000+00:00	True	11	100	POLYGON ((-119.27281 37.83751, -119.30392 38.8...

# Plot search AOI and frames on a map using Holoviz Libraries (more on these later)
import geoviews as gv
import hvplot.pandas

cols = gf.loc[:,('id', 'geometry')]

footprints = cols.hvplot(geo=True, line_color='k', alpha=0.03, title='Landsat 8 T1')
tiles = gv.tile_sources.EsriImagery.options(width=700, height=500)
tiles * footprints

from ipywidgets import interact
from IPython.display import display, Image

def browse_images(items):
    n = len(items)

    def view_image(i=0):
        item = items[i]
        print(f"id={item.id}\tdate={item.datetime}\tcloud%={item['eo:cloud_cover']}")
        display(Image(item.asset('thumbnail')['href']))

    interact(view_image, i=(0,n-1))

browse_images(items)

# if you've installed intake-STAC, it will automatically import alongside intake
import intake_stac
#catalog = intake.open_stac_item(items[0])
# catalog = intake_stac.catalog.StacItemCollection(items)
catalog = intake_stac.catalog.Catalog(items) 
# result from here: https://gis.stackexchange.com/questions/393422/intake-stac-keyerror-open-stac-item-collection

catalog = intake.open_stac_item_collection(items)

---------------------------------------------------------------------------
ValueError                                Traceback (most recent call last)
Cell In[95], line 1
----> 1 catalog = intake.open_stac_item_collection(items)

File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/intake_stac/catalog.py:68, in AbstractStacCatalog.__init__(self, stac_obj, **kwargs)
     66     self._stac_obj = self._stac_cls.from_file(stac_obj)
     67 else:
---> 68     raise ValueError('Expected %s instance, got: %s' % (self._stac_cls, type(stac_obj)))
     70 metadata = self._get_metadata(**kwargs.pop('metadata', {}))
     71 try:

ValueError: Expected <class 'pystac.item_collection.ItemCollection'> instance, got: <class 'satstac.itemcollection.ItemCollection'>

catalog

null:
  args:
    entries: !!python/object:satstac.itemcollection.ItemCollection
      _collections:
      - &id002 !!python/object:satstac.collection.Collection
        _data:
          description: Sentinel-2a and Sentinel-2b imagery, processed to Level 2A
            (Surface Reflectance)
          extent:
            spatial:
              bbox:
              - - -180
                - -90
                - 180
                - 90
            temporal:
              interval:
              - - '2015-06-27T10:25:31.456000Z'
                - null
          id: sentinel-s2-l2a
          item_assets:
            AOT:
              roles:
              - data
              title: Aerosol Optical Thickness (AOT)
              type: image/jp2
            B01:
              eo:bands:
              - center_wavelength: 0.4439
                common_name: coastal
                full_width_half_max: 0.027
                name: B01
              gsd: 60
              roles:
              - data
              title: Band 1 (coastal)
              type: image/jp2
            B02:
              eo:bands:
              - center_wavelength: 0.4966
                common_name: blue
                full_width_half_max: 0.098
                name: B02
              gsd: 10
              roles:
              - data
              title: Band 2 (blue)
              type: image/jp2
            B03:
              eo:bands:
              - center_wavelength: 0.56
                common_name: green
                full_width_half_max: 0.045
                name: B03
              gsd: 10
              roles:
              - data
              title: Band 3 (green)
              type: image/jp2
            B04:
              eo:bands:
              - center_wavelength: 0.6645
                common_name: red
                full_width_half_max: 0.038
                name: B04
              gsd: 10
              roles:
              - data
              title: Band 4 (red)
              type: image/jp2
            B05:
              eo:bands:
              - center_wavelength: 0.7039
                full_width_half_max: 0.019
                name: B05
              gsd: 20
              roles:
              - data
              title: Band 5
              type: image/jp2
            B06:
              eo:bands:
              - center_wavelength: 0.7402
                full_width_half_max: 0.018
                name: B06
              gsd: 20
              roles:
              - data
              title: Band 6
              type: image/jp2
            B07:
              eo:bands:
              - center_wavelength: 0.7825
                full_width_half_max: 0.028
                name: B07
              gsd: 20
              roles:
              - data
              title: Band 7
              type: image/jp2
            B08:
              eo:bands:
              - center_wavelength: 0.8351
                common_name: nir
                full_width_half_max: 0.145
                name: B08
              gsd: 10
              roles:
              - data
              title: Band 8 (nir)
              type: image/jp2
            B09:
              eo:bands:
              - center_wavelength: 0.945
                full_width_half_max: 0.026
                name: B09
              gsd: 60
              roles:
              - data
              title: Band 9
              type: image/jp2
            B11:
              eo:bands:
              - center_wavelength: 1.6137
                common_name: swir16
                full_width_half_max: 0.143
                name: B11
              gsd: 20
              roles:
              - data
              title: Band 11 (swir16)
              type: image/jp2
            B12:
              eo:bands:
              - center_wavelength: 2.22024
                common_name: swir22
                full_width_half_max: 0.242
                name: B12
              gsd: 20
              roles:
              - data
              title: Band 12 (swir22)
              type: image/jp2
            B8A:
              eo:bands:
              - center_wavelength: 0.8648
                full_width_half_max: 0.033
                name: B8A
              gsd: 20
              roles:
              - data
              title: Band 8A
              type: image/jp2
            SCL:
              roles:
              - data
              title: Scene Classification Map (SCL)
              type: image/jp2
            WVP:
              roles:
              - data
              title: Water Vapour (WVP)
              type: image/jp2
            info:
              roles:
              - metadata
              title: Original JSON metadata
              type: application/json
            metadata:
              roles:
              - metadata
              title: Original XML metadata
              type: application/xml
            overview:
              eo:bands:
              - center_wavelength: 0.6645
                common_name: red
                full_width_half_max: 0.038
                name: B04
              - center_wavelength: 0.56
                common_name: green
                full_width_half_max: 0.045
                name: B03
              - center_wavelength: 0.4966
                common_name: blue
                full_width_half_max: 0.098
                name: B02
              gsd: 10
              roles:
              - overview
              title: True color image
              type: image/jp2
            thumbnail:
              roles:
              - thumbnail
              title: Thumbnail
              type: image/png
            visual:
              eo:bands:
              - center_wavelength: 0.6645
                common_name: red
                full_width_half_max: 0.038
                name: B04
              - center_wavelength: 0.56
                common_name: green
                full_width_half_max: 0.045
                name: B03
              - center_wavelength: 0.4966
                common_name: blue
                full_width_half_max: 0.098
                name: B02
              gsd: 10
              roles:
              - overview
              title: True color image
              type: image/jp2
            visual_20m:
              eo:bands:
              - center_wavelength: 0.6645
                common_name: red
                full_width_half_max: 0.038
                name: B04
              - center_wavelength: 0.56
                common_name: green
                full_width_half_max: 0.045
                name: B03
              - center_wavelength: 0.4966
                common_name: blue
                full_width_half_max: 0.098
                name: B02
              gsd: 20
              roles:
              - overview
              title: True color image
              type: image/jp2
            visual_60m:
              eo:bands:
              - center_wavelength: 0.6645
                common_name: red
                full_width_half_max: 0.038
                name: B04
              - center_wavelength: 0.56
                common_name: green
                full_width_half_max: 0.045
                name: B03
              - center_wavelength: 0.4966
                common_name: blue
                full_width_half_max: 0.098
                name: B02
              gsd: 60
              roles:
              - overview
              title: True color image
              type: image/jp2
          keywords:
          - sentinel
          - earth observation
          - esa
          license: proprietary
          links:
          - href: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a
            rel: self
          - href: https://sentinel.esa.int/documents/247904/690755/Sentinel_Data_Legal_Notice
            rel: license
          - href: https://github.com/stac-utils/stac-sentinel
            rel: about
          - href: https://earth-search.aws.element84.com/v0/
            rel: parent
          - href: https://earth-search.aws.element84.com/v0/
            rel: root
          - href: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a/items
            rel: items
          providers:
          - name: ESA
            roles:
            - producer
            url: https://earth.esa.int/web/guest/home
          - name: Sinergise
            roles:
            - processor
            url: https://registry.opendata.aws/sentinel-2/
          - name: AWS
            roles:
            - host
            url: http://sentinel-pds.s3-website.eu-central-1.amazonaws.com/
          - name: Element 84
            roles:
            - processor
            url: https://element84.com
          stac_extensions:
          - item-assets
          stac_version: 1.0.0-beta.2
          summaries:
            constellation:
            - sentinel-2
            gsd:
            - 10
            instruments:
            - msi
            platform:
            - sentinel-2a
            - sentinel-2b
            view:off_nadir:
            - 0
          title: Sentinel 2 L2A
        filename: null
      - &id001 !!python/object:satstac.collection.Collection
        _data:
          description: Sentinel-2a and Sentinel-2b imagery, processed to Level 1C
            (Top-Of-Atmosphere Geometrically Corrected)
          extent:
            spatial:
              bbox:
              - - -180
                - -90
                - 180
                - 90
            temporal:
              interval:
              - - '2015-06-27T10:25:31.456000Z'
                - null
          id: sentinel-s2-l1c
          item_assets:
            B01:
              eo:bands:
              - center_wavelength: 0.4439
                common_name: coastal
                full_width_half_max: 0.027
                name: B01
              gsd: 60
              roles:
              - data
              title: Band 1 (coastal)
              type: image/jp2
            B02:
              eo:bands:
              - center_wavelength: 0.4966
                common_name: blue
                full_width_half_max: 0.098
                name: B02
              gsd: 10
              roles:
              - data
              title: Band 2 (blue)
              type: image/jp2
            B03:
              eo:bands:
              - center_wavelength: 0.56
                common_name: green
                full_width_half_max: 0.045
                name: B03
              gsd: 10
              roles:
              - data
              title: Band 3 (green)
              type: image/jp2
            B04:
              eo:bands:
              - center_wavelength: 0.6645
                common_name: red
                full_width_half_max: 0.038
                name: B04
              gsd: 10
              roles:
              - data
              title: Band 4 (red)
              type: image/jp2
            B05:
              eo:bands:
              - center_wavelength: 0.7039
                full_width_half_max: 0.019
                name: B05
              gsd: 20
              roles:
              - data
              title: Band 5
              type: image/jp2
            B06:
              eo:bands:
              - center_wavelength: 0.7402
                full_width_half_max: 0.018
                name: B06
              gsd: 20
              roles:
              - data
              title: Band 6
              type: image/jp2
            B07:
              eo:bands:
              - center_wavelength: 0.7825
                full_width_half_max: 0.028
                name: B07
              gsd: 20
              roles:
              - data
              title: Band 7
              type: image/jp2
            B08:
              eo:bands:
              - center_wavelength: 0.8351
                common_name: nir
                full_width_half_max: 0.145
                name: B08
              gsd: 10
              roles:
              - data
              title: Band 8 (nir)
              type: image/jp2
            B09:
              eo:bands:
              - center_wavelength: 0.945
                full_width_half_max: 0.026
                name: B09
              gsd: 60
              roles:
              - data
              title: Band 9
              type: image/jp2
            B10:
              eo:bands:
              - center_wavelength: 1.3735
                common_name: cirrus
                full_width_half_max: 0.075
                name: B10
              gsd: 60
              roles:
              - data
              title: Band 10 (cirrus)
              type: image/jp2
            B11:
              eo:bands:
              - center_wavelength: 1.6137
                common_name: swir16
                full_width_half_max: 0.143
                name: B11
              gsd: 20
              roles:
              - data
              title: Band 11 (swir16)
              type: image/jp2
            B12:
              eo:bands:
              - center_wavelength: 2.22024
                common_name: swir22
                full_width_half_max: 0.242
                name: B12
              gsd: 20
              roles:
              - data
              title: Band 12 (swir22)
              type: image/jp2
            B8A:
              eo:bands:
              - center_wavelength: 0.8648
                full_width_half_max: 0.033
                name: B8A
              gsd: 20
              roles:
              - data
              title: Band 8A
              type: image/jp2
            info:
              roles:
              - metadata
              title: Original JSON metadata
              type: application/json
            metadata:
              roles:
              - metadata
              title: Original XML metadata
              type: application/xml
            overview:
              eo:bands:
              - center_wavelength: 0.6645
                common_name: red
                full_width_half_max: 0.038
                name: B04
              - center_wavelength: 0.56
                common_name: green
                full_width_half_max: 0.045
                name: B03
              - center_wavelength: 0.4966
                common_name: blue
                full_width_half_max: 0.098
                name: B02
              gsd: 10
              roles:
              - overview
              title: True color image
              type: image/jp2
            thumbnail:
              roles:
              - thumbnail
              title: Thumbnail
              type: image/png
          keywords:
          - sentinel
          - earth observation
          - esa
          license: proprietary
          links:
          - href: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l1c
            rel: self
          - href: https://sentinel.esa.int/documents/247904/690755/Sentinel_Data_Legal_Notice
            rel: license
          - href: https://github.com/stac-utils/stac-sentinel
            rel: about
          - href: https://earth-search.aws.element84.com/v0/
            rel: parent
          - href: https://earth-search.aws.element84.com/v0/
            rel: root
          - href: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l1c/items
            rel: items
          providers:
          - name: ESA
            roles:
            - producer
            url: https://earth.esa.int/web/guest/home
          - name: Sinergise
            roles:
            - processor
            url: https://registry.opendata.aws/sentinel-2/
          - name: AWS
            roles:
            - host
            url: http://sentinel-pds.s3-website.eu-central-1.amazonaws.com/
          - name: Element 84
            roles:
            - processor
            url: https://element84.com
          stac_extensions:
          - item-assets
          stac_version: 1.0.0-beta.2
          summaries:
            constellation:
            - sentinel-2
            gsd:
            - 10
            instruments:
            - msi
            platform:
            - sentinel-2a
            - sentinel-2b
            view:off_nadir:
            - 0
          title: Sentinel 2 L1C
        filename: null
      - &id003 !!python/object:satstac.collection.Collection
        _data:
          description: Sentinel-2a and Sentinel-2b imagery, processed to Level 2A
            (Surface Reflectance) and converted to Cloud-Optimized GeoTIFFs
          extent:
            spatial:
              bbox:
              - - -180
                - -90
                - 180
                - 90
            temporal:
              interval:
              - - '2015-06-27T10:25:31.456000Z'
                - null
          id: sentinel-s2-l2a-cogs
          item_assets:
            AOT:
              roles:
              - data
              title: Aerosol Optical Thickness (AOT)
              type: image/tiff; application=geotiff; profile=cloud-optimized
            B01:
              eo:bands:
              - center_wavelength: 0.4439
                common_name: coastal
                full_width_half_max: 0.027
                name: B01
              gsd: 60
              roles:
              - data
              title: Band 1 (coastal)
              type: image/tiff; application=geotiff; profile=cloud-optimized
            B02:
              eo:bands:
              - center_wavelength: 0.4966
                common_name: blue
                full_width_half_max: 0.098
                name: B02
              gsd: 10
              roles:
              - data
              title: Band 2 (blue)
              type: image/tiff; application=geotiff; profile=cloud-optimized
            B03:
              eo:bands:
              - center_wavelength: 0.56
                common_name: green
                full_width_half_max: 0.045
                name: B03
              gsd: 10
              roles:
              - data
              title: Band 3 (green)
              type: image/tiff; application=geotiff; profile=cloud-optimized
            B04:
              eo:bands:
              - center_wavelength: 0.6645
                common_name: red
                full_width_half_max: 0.038
                name: B04
              gsd: 10
              roles:
              - data
              title: Band 4 (red)
              type: image/tiff; application=geotiff; profile=cloud-optimized
            B05:
              eo:bands:
              - center_wavelength: 0.7039
                full_width_half_max: 0.019
                name: B05
              gsd: 20
              roles:
              - data
              title: Band 5
              type: image/tiff; application=geotiff; profile=cloud-optimized
            B06:
              eo:bands:
              - center_wavelength: 0.7402
                full_width_half_max: 0.018
                name: B06
              gsd: 20
              roles:
              - data
              title: Band 6
              type: image/tiff; application=geotiff; profile=cloud-optimized
            B07:
              eo:bands:
              - center_wavelength: 0.7825
                full_width_half_max: 0.028
                name: B07
              gsd: 20
              roles:
              - data
              title: Band 7
              type: image/tiff; application=geotiff; profile=cloud-optimized
            B08:
              eo:bands:
              - center_wavelength: 0.8351
                common_name: nir
                full_width_half_max: 0.145
                name: B08
              gsd: 10
              roles:
              - data
              title: Band 8 (nir)
              type: image/tiff; application=geotiff; profile=cloud-optimized
            B09:
              eo:bands:
              - center_wavelength: 0.945
                full_width_half_max: 0.026
                name: B09
              gsd: 60
              roles:
              - data
              title: Band 9
              type: image/tiff; application=geotiff; profile=cloud-optimized
            B11:
              eo:bands:
              - center_wavelength: 1.6137
                common_name: swir16
                full_width_half_max: 0.143
                name: B11
              gsd: 20
              roles:
              - data
              title: Band 11 (swir16)
              type: image/tiff; application=geotiff; profile=cloud-optimized
            B12:
              eo:bands:
              - center_wavelength: 2.22024
                common_name: swir22
                full_width_half_max: 0.242
                name: B12
              gsd: 20
              roles:
              - data
              title: Band 12 (swir22)
              type: image/tiff; application=geotiff; profile=cloud-optimized
            B8A:
              eo:bands:
              - center_wavelength: 0.8648
                full_width_half_max: 0.033
                name: B8A
              gsd: 20
              roles:
              - data
              title: Band 8A
              type: image/tiff; application=geotiff; profile=cloud-optimized
            SCL:
              roles:
              - data
              title: Scene Classification Map (SCL)
              type: image/tiff; application=geotiff; profile=cloud-optimized
            WVP:
              roles:
              - data
              title: Water Vapour (WVP)
              type: image/tiff; application=geotiff; profile=cloud-optimized
            info:
              roles:
              - metadata
              title: Original JSON metadata
              type: application/json
            metadata:
              roles:
              - metadata
              title: Original XML metadata
              type: application/xml
            overview:
              eo:bands:
              - center_wavelength: 0.6645
                common_name: red
                full_width_half_max: 0.038
                name: B04
              - center_wavelength: 0.56
                common_name: green
                full_width_half_max: 0.045
                name: B03
              - center_wavelength: 0.4966
                common_name: blue
                full_width_half_max: 0.098
                name: B02
              gsd: 10
              roles:
              - overview
              title: True color image
              type: image/tiff; application=geotiff; profile=cloud-optimized
            thumbnail:
              roles:
              - thumbnail
              title: Thumbnail
              type: image/png
            visual:
              eo:bands:
              - center_wavelength: 0.6645
                common_name: red
                full_width_half_max: 0.038
                name: B04
              - center_wavelength: 0.56
                common_name: green
                full_width_half_max: 0.045
                name: B03
              - center_wavelength: 0.4966
                common_name: blue
                full_width_half_max: 0.098
                name: B02
              gsd: 10
              roles:
              - overview
              title: True color image
              type: image/tiff; application=geotiff; profile=cloud-optimized
          keywords:
          - sentinel
          - earth observation
          - esa
          license: proprietary
          links:
          - href: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs
            rel: self
          - href: https://sentinel.esa.int/documents/247904/690755/Sentinel_Data_Legal_Notice
            rel: license
          - href: https://github.com/stac-utils/stac-sentinel
            rel: about
          - href: https://earth-search.aws.element84.com/v0/
            rel: parent
          - href: https://earth-search.aws.element84.com/v0/
            rel: root
          - href: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs/items
            rel: items
          providers:
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            roles:
            - producer
            url: https://earth.esa.int/web/guest/home
          - name: Sinergise
            roles:
            - processor
            url: https://registry.opendata.aws/sentinel-2/
          - name: AWS
            roles:
            - host
            url: http://sentinel-pds.s3-website.eu-central-1.amazonaws.com/
          - name: Element 84
            roles:
            - processor
            url: https://element84.com
          stac_extensions:
          - item-assets
          stac_version: 1.0.0-beta.2
          summaries:
            constellation:
            - sentinel-2
            gsd:
            - 10
            instruments:
            - msi
            platform:
            - sentinel-2a
            - sentinel-2b
            view:off_nadir:
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          title: Sentinel 2 L2A COGs
        filename: null
      _items:
      - !!python/object:satstac.item.Item
        _assets_by_common_name: null
        _collection: *id001
        _data:
          assets:
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              eo:bands:
              - center_wavelength: 0.4439
                common_name: coastal
                full_width_half_max: 0.027
                name: B01
              gsd: 60
              href: s3://sentinel-s2-l1c/tiles/11/S/LC/2017/11/28/0/B01.jp2
              roles:
              - data
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              type: image/jp2
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                common_name: blue
                full_width_half_max: 0.098
                name: B02
              gsd: 10
              href: s3://sentinel-s2-l1c/tiles/11/S/LC/2017/11/28/0/B02.jp2
              roles:
              - data
              title: Band 2 (blue)
              type: image/jp2
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              eo:bands:
              - center_wavelength: 0.56
                common_name: green
                full_width_half_max: 0.045
                name: B03
              gsd: 10
              href: s3://sentinel-s2-l1c/tiles/11/S/LC/2017/11/28/0/B03.jp2
              roles:
              - data
              title: Band 3 (green)
              type: image/jp2
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                common_name: red
                full_width_half_max: 0.038
                name: B04
              gsd: 10
              href: s3://sentinel-s2-l1c/tiles/11/S/LC/2017/11/28/0/B04.jp2
              roles:
              - data
              title: Band 4 (red)
              type: image/jp2
            B05:
              eo:bands:
              - center_wavelength: 0.7039
                full_width_half_max: 0.019
                name: B05
              gsd: 20
              href: s3://sentinel-s2-l1c/tiles/11/S/LC/2017/11/28/0/B05.jp2
              roles:
              - data
              title: Band 5
              type: image/jp2
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              - center_wavelength: 0.7402
                full_width_half_max: 0.018
                name: B06
              gsd: 20
              href: s3://sentinel-s2-l1c/tiles/11/S/LC/2017/11/28/0/B06.jp2
              roles:
              - data
              title: Band 6
              type: image/jp2
            B07:
              eo:bands:
              - center_wavelength: 0.7825
                full_width_half_max: 0.028
                name: B07
              gsd: 20
              href: s3://sentinel-s2-l1c/tiles/11/S/LC/2017/11/28/0/B07.jp2
              roles:
              - data
              title: Band 7
              type: image/jp2
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                common_name: nir
                full_width_half_max: 0.145
                name: B08
              gsd: 10
              href: s3://sentinel-s2-l1c/tiles/11/S/LC/2017/11/28/0/B08.jp2
              roles:
              - data
              title: Band 8 (nir)
              type: image/jp2
            B09:
              eo:bands:
              - center_wavelength: 0.945
                full_width_half_max: 0.026
                name: B09
              gsd: 60
              href: s3://sentinel-s2-l1c/tiles/11/S/LC/2017/11/28/0/B09.jp2
              roles:
              - data
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              type: image/jp2
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                full_width_half_max: 0.075
                name: B10
              gsd: 60
              href: s3://sentinel-s2-l1c/tiles/11/S/LC/2017/11/28/0/B10.jp2
              roles:
              - data
              title: Band 10 (cirrus)
              type: image/jp2
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              eo:bands:
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                common_name: swir16
                full_width_half_max: 0.143
                name: B11
              gsd: 20
              href: s3://sentinel-s2-l1c/tiles/11/S/LC/2017/11/28/0/B11.jp2
              roles:
              - data
              title: Band 11 (swir16)
              type: image/jp2
            B12:
              eo:bands:
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                common_name: swir22
                full_width_half_max: 0.242
                name: B12
              gsd: 20
              href: s3://sentinel-s2-l1c/tiles/11/S/LC/2017/11/28/0/B12.jp2
              roles:
              - data
              title: Band 12 (swir22)
              type: image/jp2
            B8A:
              eo:bands:
              - center_wavelength: 0.8648
                full_width_half_max: 0.033
                name: B8A
              gsd: 20
              href: s3://sentinel-s2-l1c/tiles/11/S/LC/2017/11/28/0/B8A.jp2
              roles:
              - data
              title: Band 8A
              type: image/jp2
            info:
              href: https://roda.sentinel-hub.com/sentinel-s2-l1c/tiles/11/S/LC/2017/11/28/0/tileInfo.json
              roles:
              - metadata
              title: Original JSON metadata
              type: application/json
            metadata:
              href: https://roda.sentinel-hub.com/sentinel-s2-l1c/tiles/11/S/LC/2017/11/28/0/metadata.xml
              roles:
              - metadata
              title: Original XML metadata
              type: application/xml
            overview:
              eo:bands:
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                common_name: red
                full_width_half_max: 0.038
                name: B04
              - center_wavelength: 0.56
                common_name: green
                full_width_half_max: 0.045
                name: B03
              - center_wavelength: 0.4966
                common_name: blue
                full_width_half_max: 0.098
                name: B02
              gsd: 10
              href: s3://sentinel-s2-l1c/tiles/11/S/LC/2017/11/28/0/TCI.jp2
              roles:
              - overview
              title: True color image
              type: image/jp2
            thumbnail:
              href: https://roda.sentinel-hub.com/sentinel-s2-l1c/tiles/11/S/LC/2017/11/28/0/preview.jpg
              roles:
              - thumbnail
              title: Thumbnail
              type: image/png
          bbox:
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          collection: sentinel-s2-l1c
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            type: Polygon
          id: S2B_11SLC_20171128_0_L1C
          links:
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            rel: self
          - href: https://cirrus-v0-data-1qm7gekzjucbq.s3.us-west-2.amazonaws.com/sentinel-s2-l1c/11/S/LC/2017/11/S2B_11SLC_20171128_0_L1C/S2B_11SLC_20171128_0_L1C.json
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            rel: parent
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              roles:
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              title: True color image
              type: image/jp2
            thumbnail:
              href: https://roda.sentinel-hub.com/sentinel-s2-l1c/tiles/11/S/LC/2017/10/4/0/preview.jpg
              roles:
              - thumbnail
              title: Thumbnail
              type: image/png
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              roles:
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              type: image/jp2
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                name: B02
              gsd: 20
              href: s3://sentinel-s2-l2a/tiles/11/S/LC/2017/10/4/0/R20m/TCI.jp2
              roles:
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              title: True color image
              type: image/jp2
            visual_60m:
              eo:bands:
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                common_name: red
                full_width_half_max: 0.038
                name: B04
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                name: B03
              - center_wavelength: 0.4966
                common_name: blue
                full_width_half_max: 0.098
                name: B02
              gsd: 60
              href: s3://sentinel-s2-l2a/tiles/11/S/LC/2017/10/4/0/R60m/TCI.jp2
              roles:
              - overview
              title: True color image
              type: image/jp2
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          collection: sentinel-s2-l2a
          geometry:
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            type: Polygon
          id: S2A_11SLC_20171004_0_L2A
          links:
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            rel: self
          - href: https://cirrus-v0-data-1qm7gekzjucbq.s3.us-west-2.amazonaws.com/sentinel-s2-l2a/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/S2A_11SLC_20171004_0_L2A.json
            rel: canonical
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            rel: parent
          - href: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a
            rel: collection
          - href: https://earth-search.aws.element84.com/v0/
            rel: root
          properties:
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            created: '2020-09-01T07:49:24.374Z'
            datetime: '2017-10-04T18:45:27Z'
            eo:cloud_cover: 5.17
            gsd: 10
            instruments:
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            platform: sentinel-2a
            proj:epsg: 32611
            sentinel:data_coverage: 100
            sentinel:grid_square: LC
            sentinel:latitude_band: S
            sentinel:product_id: S2A_MSIL2A_20171004T184221_N0001_R070_T11SLC_20200715T100749
            sentinel:sequence: '0'
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            sentinel:valid_cloud_cover: true
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            view:off_nadir: 0
          stac_extensions:
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          - view
          - proj
          stac_version: 1.0.0-beta.2
          type: Feature
        filename: null
      - !!python/object:satstac.item.Item
        _assets_by_common_name: null
        _collection: *id003
        _data:
          assets:
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              href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/AOT.tif
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              title: Aerosol Optical Thickness (AOT)
              type: image/tiff; application=geotiff; profile=cloud-optimized
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              eo:bands:
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                common_name: coastal
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                name: B01
              gsd: 60
              href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/B01.tif
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              type: image/tiff; application=geotiff; profile=cloud-optimized
            B02:
              eo:bands:
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                common_name: blue
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                name: B02
              gsd: 10
              href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/B02.tif
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              title: Band 2 (blue)
              type: image/tiff; application=geotiff; profile=cloud-optimized
            B03:
              eo:bands:
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                common_name: green
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                name: B03
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              href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/B03.tif
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              type: image/tiff; application=geotiff; profile=cloud-optimized
            B04:
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              title: Band 4 (red)
              type: image/tiff; application=geotiff; profile=cloud-optimized
            B05:
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                name: B05
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              href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/B05.tif
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              roles:
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              title: Band 5
              type: image/tiff; application=geotiff; profile=cloud-optimized
            B06:
              eo:bands:
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                full_width_half_max: 0.018
                name: B06
              gsd: 20
              href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/B06.tif
              proj:shape:
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              roles:
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              title: Band 6
              type: image/tiff; application=geotiff; profile=cloud-optimized
            B07:
              eo:bands:
              - center_wavelength: 0.7825
                full_width_half_max: 0.028
                name: B07
              gsd: 20
              href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/B07.tif
              proj:shape:
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              roles:
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              title: Band 7
              type: image/tiff; application=geotiff; profile=cloud-optimized
            B08:
              eo:bands:
              - center_wavelength: 0.8351
                common_name: nir
                full_width_half_max: 0.145
                name: B08
              gsd: 10
              href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/B08.tif
              proj:shape:
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              roles:
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              title: Band 8 (nir)
              type: image/tiff; application=geotiff; profile=cloud-optimized
            B09:
              eo:bands:
              - center_wavelength: 0.945
                full_width_half_max: 0.026
                name: B09
              gsd: 60
              href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/B09.tif
              proj:shape:
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              roles:
              - data
              title: Band 9
              type: image/tiff; application=geotiff; profile=cloud-optimized
            B11:
              eo:bands:
              - center_wavelength: 1.6137
                common_name: swir16
                full_width_half_max: 0.143
                name: B11
              gsd: 20
              href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/B11.tif
              proj:shape:
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              roles:
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              title: Band 11 (swir16)
              type: image/tiff; application=geotiff; profile=cloud-optimized
            B12:
              eo:bands:
              - center_wavelength: 2.22024
                common_name: swir22
                full_width_half_max: 0.242
                name: B12
              gsd: 20
              href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/B12.tif
              proj:shape:
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              roles:
              - data
              title: Band 12 (swir22)
              type: image/tiff; application=geotiff; profile=cloud-optimized
            B8A:
              eo:bands:
              - center_wavelength: 0.8648
                full_width_half_max: 0.033
                name: B8A
              gsd: 20
              href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/B8A.tif
              proj:shape:
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              roles:
              - data
              title: Band 8A
              type: image/tiff; application=geotiff; profile=cloud-optimized
            SCL:
              href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/SCL.tif
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              roles:
              - data
              title: Scene Classification Map (SCL)
              type: image/tiff; application=geotiff; profile=cloud-optimized
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              href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/WVP.tif
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              - data
              title: Water Vapour (WVP)
              type: image/tiff; application=geotiff; profile=cloud-optimized
            info:
              href: https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/11/S/LC/2017/10/4/0/tileInfo.json
              roles:
              - metadata
              title: Original JSON metadata
              type: application/json
            metadata:
              href: https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/11/S/LC/2017/10/4/0/metadata.xml
              roles:
              - metadata
              title: Original XML metadata
              type: application/xml
            overview:
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                name: B04
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                name: B03
              - center_wavelength: 0.4966
                common_name: blue
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                name: B02
              gsd: 10
              href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/L2A_PVI.tif
              proj:shape:
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              roles:
              - overview
              title: True color image
              type: image/tiff; application=geotiff; profile=cloud-optimized
            thumbnail:
              href: https://roda.sentinel-hub.com/sentinel-s2-l1c/tiles/11/S/LC/2017/10/4/0/preview.jpg
              roles:
              - thumbnail
              title: Thumbnail
              type: image/png
            visual:
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                name: B03
              - center_wavelength: 0.4966
                common_name: blue
                full_width_half_max: 0.098
                name: B02
              gsd: 10
              href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/TCI.tif
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              title: True color image
              type: image/tiff; application=geotiff; profile=cloud-optimized
          bbox:
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          collection: sentinel-s2-l2a-cogs
          geometry:
            coordinates:
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                - 37.83751264090908
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            type: Polygon
          id: S2A_11SLC_20171004_0_L2A
          links:
          - href: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs/items/S2A_11SLC_20171004_0_L2A
            rel: self
          - href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/S2A_11SLC_20171004_0_L2A.json
            rel: canonical
            type: application/json
          - href: https://cirrus-v0-data-1qm7gekzjucbq.s3.us-west-2.amazonaws.com/sentinel-s2-l2a/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/S2A_11SLC_20171004_0_L2A.json
            rel: canonical
            type: application/json
          - href: https://cirrus-v0-data-1qm7gekzjucbq.s3.us-west-2.amazonaws.com/sentinel-s2-l2a/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/S2A_11SLC_20171004_0_L2A.json
            rel: derived_from
            title: Source STAC Item
            type: application/json
          - href: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs
            rel: parent
          - href: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs
            rel: collection
          - href: https://earth-search.aws.element84.com/v0/
            rel: root
          properties:
            constellation: sentinel-2
            created: '2020-09-02T00:16:55.979Z'
            datetime: '2017-10-04T18:45:27Z'
            eo:cloud_cover: 5.17
            gsd: 10
            instruments:
            - msi
            platform: sentinel-2a
            proj:epsg: 32611
            sentinel:data_coverage: 100
            sentinel:grid_square: LC
            sentinel:latitude_band: S
            sentinel:product_id: S2A_MSIL2A_20171004T184221_N0001_R070_T11SLC_20200715T100749
            sentinel:sequence: '0'
            sentinel:utm_zone: 11
            sentinel:valid_cloud_cover: true
            updated: '2020-09-02T00:16:55.979Z'
            view:off_nadir: 0
          properties.sentinel:boa_offset_applied: false
          stac_extensions:
          - eo
          - view
          - proj
          stac_version: 1.0.0-beta.2
          type: Feature
        filename: null
  description: ''
  driver: intake.catalog.base.Catalog
  metadata: {}

list(catalog)

[S2B_11SLC_20171128_0_L1C,
 S2B_11SLC_20171128_0_L2A,
 S2B_11SLC_20171128_0_L2A,
 S2B_11SLC_20171118_0_L1C,
 S2B_11SLC_20171118_0_L2A,
 S2B_11SLC_20171118_0_L2A,
 S2A_11SLC_20171113_0_L1C,
 S2A_11SLC_20171113_0_L2A,
 S2A_11SLC_20171113_0_L2A,
 S2A_11SLC_20171024_0_L1C,
 S2A_11SLC_20171024_0_L2A,
 S2A_11SLC_20171024_0_L2A,
 S2B_11SLC_20171019_0_L1C,
 S2B_11SLC_20171019_0_L2A,
 S2B_11SLC_20171019_0_L2A,
 S2A_11SLC_20171004_0_L1C,
 S2A_11SLC_20171004_0_L2A,
 S2A_11SLC_20171004_0_L2A]

sceneid = 'S2A_11SLC_20171004_0_L2A'
k = list(catalog)[0]

k

S2B_11SLC_20171128_0_L1C

type(i)

satstac.item.Item

for i in catalog:
    pass

i.asset

S2A_11SLC_20171004_0_L2A

import xarray as xr

item = catalog[sceneid]
da = item['B2'].to_dask()
da.data

---------------------------------------------------------------------------
KeyError                                  Traceback (most recent call last)
Cell In[60], line 3
      1 import xarray as xr
----> 3 item = catalog[sceneid]
      4 da = item['B2'].to_dask()
      5 da.data

File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/intake/catalog/base.py:464, in Catalog.__getitem__(self, key)
    462         out = out[part]
    463     return out()
--> 464 raise KeyError(key)

KeyError: 'S2A_11SLC_20171004_0_L2A'

Replacing sat-search with pystac…

https://github.com/stac-utils/pystac/issues/256#issuecomment-1307934430

import pystac
import pystac_client
import json
from pystac_client import Client
from pystac import ItemCollection
from pystac.validation import validate_dict

print(pystac.__version__)
print(pystac_client.__version__)

bbox = [35.48, -3.24, 35.58, -3.14]
dates = "2020-07-01/2020-08-15"
URL = "https://earth-search.aws.element84.com/v0"
client = Client.open(URL)
results = client.search(
    collections=["sentinel-s2-l2a-cogs"],
    datetime=dates,
    bbox=bbox,
)

# 18 items found
items = results.item_collection()
print(len(items))
items.save_object("my-s2-l2a-cogs.json")

# validating an ItemCollection doesn't make sense, as there isn't a jsonschema for it.
item_collection = ItemCollection.from_file("my-s2-l2a-cogs.json")

1.6.1
0.5.1
18

item_collection

ItemCollection

Only the first 10 items shown

Items

Item: S2A_36MYB_20200814_0_L2A

ID: S2A_36MYB_20200814_0_L2A

Bounding Box: [34.79870551983084, -3.7056906919566326, 35.755863403460744, -2.7110273448887328]

Datetime: 2020-08-14 08:11:00+00:00

created: 2020-08-17T19:57:08.648Z

sentinel:product_id: S2A_MSIL2A_20200814T074621_N0214_R135_T36MYB_20200814T103139

sentinel:sequence: 0

view:off_nadir: 0

sentinel:valid_cloud_cover: True

platform: sentinel-2a

sentinel:utm_zone: 36

proj:epsg: 32736

sentinel:grid_square: YB

datetime: 2020-08-14T08:11:00Z

instruments: ['msi']

constellation: sentinel-2

eo:cloud_cover: 47.78

gsd: 10

sentinel:latitude_band: M

sentinel:data_coverage: 85.74

updated: 2020-08-17T19:57:08.648Z

stac_extensions: ['eo', 'view', 'proj']

properties.sentinel:boa_offset_applied: False

STAC Extensions

eo

view

proj

Assets

Asset: True color image

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200814_0_L2A/L2A_PVI.tif

Title: True color image

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [343, 343]

proj:transform: [320, 0, 699960, 0, -320, 9700000, 0, 0, 1]

Asset: Thumbnail

href: https://roda.sentinel-hub.com/sentinel-s2-l1c/tiles/36/M/YB/2020/8/14/0/preview.jpg

Title: Thumbnail

Media type: image/png

Owner:

Asset: Original XML metadata

href: https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/36/M/YB/2020/8/14/0/metadata.xml

Title: Original XML metadata

Media type: application/xml

Owner:

Asset: Band 11 (swir16)

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200814_0_L2A/B11.tif

Title: Band 11 (swir16)

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [5490, 5490]

proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1]

Asset: Band 1 (coastal)

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200814_0_L2A/B01.tif

Title: Band 1 (coastal)

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [1830, 1830]

proj:transform: [60, 0, 699960, 0, -60, 9700000, 0, 0, 1]

Asset: Band 12 (swir22)

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200814_0_L2A/B12.tif

Title: Band 12 (swir22)

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [5490, 5490]

proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1]

Asset: Band 2 (blue)

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200814_0_L2A/B02.tif

Title: Band 2 (blue)

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [10980, 10980]

proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1]

Asset: Band 3 (green)

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200814_0_L2A/B03.tif

Title: Band 3 (green)

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [10980, 10980]

proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1]

Asset: Band 4 (red)

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200814_0_L2A/B04.tif

Title: Band 4 (red)

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [10980, 10980]

proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1]

Asset: Aerosol Optical Thickness (AOT)

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200814_0_L2A/AOT.tif

Title: Aerosol Optical Thickness (AOT)

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [1830, 1830]

proj:transform: [60, 0, 699960, 0, -60, 9700000, 0, 0, 1]

Asset: Band 5

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200814_0_L2A/B05.tif

Title: Band 5

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [5490, 5490]

proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1]

Asset: Band 6

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200814_0_L2A/B06.tif

Title: Band 6

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [5490, 5490]

proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1]

Asset: Band 7

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200814_0_L2A/B07.tif

Title: Band 7

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [5490, 5490]

proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1]

Asset: Band 8 (nir)

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200814_0_L2A/B08.tif

Title: Band 8 (nir)

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [10980, 10980]

proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1]

Asset: Band 8A

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200814_0_L2A/B8A.tif

Title: Band 8A

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [5490, 5490]

proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1]

Asset: Band 9

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200814_0_L2A/B09.tif

Title: Band 9

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [1830, 1830]

proj:transform: [60, 0, 699960, 0, -60, 9700000, 0, 0, 1]

Asset: Water Vapour (WVP)

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200814_0_L2A/WVP.tif

Title: Water Vapour (WVP)

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [10980, 10980]

proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1]

Asset: True color image

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200814_0_L2A/TCI.tif

Title: True color image

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [10980, 10980]

proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1]

Asset: Scene Classification Map (SCL)

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200814_0_L2A/SCL.tif

Title: Scene Classification Map (SCL)

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [5490, 5490]

proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1]

Asset: Original JSON metadata

href: https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/36/M/YB/2020/8/14/0/tileInfo.json

Title: Original JSON metadata

Media type: application/json

Owner:

Links

Link:

Rel: self

Target: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs/items/S2A_36MYB_20200814_0_L2A

Link:

Source STAC Item

Rel: derived_from

Target: s3://cirrus-v0-data-1qm7gekzjucbq/sentinel-s2-l2a/36/M/YB/2020/8/S2A_36MYB_20200814_0_L2A/S2A_36MYB_20200814_0_L2A.json

Media Type: application/json

Link:

Rel: parent

Target: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs

Link:

Rel: collection

Target: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs

Link:

Earth Search

Rel: root

Target: https://earth-search.aws.element84.com/v0

Media Type: application/json

Item: S2A_36MYB_20200811_0_L2A

ID: S2A_36MYB_20200811_0_L2A

Bounding Box: [35.3528545470006, -3.704390328989478, 35.78841174435426, -2.7109586089556537]

Datetime: 2020-08-11 08:01:05+00:00

created: 2020-09-19T02:55:16.877Z

sentinel:product_id: S2A_MSIL2A_20200811T073621_N0214_R092_T36MYB_20200811T114649

sentinel:sequence: 0

view:off_nadir: 0

sentinel:valid_cloud_cover: True

platform: sentinel-2a

sentinel:utm_zone: 36

proj:epsg: 32736

sentinel:grid_square: YB

datetime: 2020-08-11T08:01:05Z

instruments: ['msi']

constellation: sentinel-2

eo:cloud_cover: 12.78

gsd: 10

sentinel:latitude_band: M

sentinel:data_coverage: 32.62

updated: 2020-09-19T02:55:16.877Z

stac_extensions: ['eo', 'view', 'proj']

properties.sentinel:boa_offset_applied: False

STAC Extensions

eo

view

proj

Assets

Asset: True color image

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200811_0_L2A/L2A_PVI.tif

Title: True color image

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [343, 343]

proj:transform: [320, 0, 699960, 0, -320, 9700000, 0, 0, 1]

Asset: Thumbnail

href: https://roda.sentinel-hub.com/sentinel-s2-l1c/tiles/36/M/YB/2020/8/11/0/preview.jpg

Title: Thumbnail

Media type: image/png

Owner:

Asset: Original XML metadata

href: https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/36/M/YB/2020/8/11/0/metadata.xml

Title: Original XML metadata

Media type: application/xml

Owner:

Asset: Band 11 (swir16)

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200811_0_L2A/B11.tif

Title: Band 11 (swir16)

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [5490, 5490]

proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1]

Asset: Band 1 (coastal)

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200811_0_L2A/B01.tif

Title: Band 1 (coastal)

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [1830, 1830]

proj:transform: [60, 0, 699960, 0, -60, 9700000, 0, 0, 1]

Asset: Band 12 (swir22)

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200811_0_L2A/B12.tif

Title: Band 12 (swir22)

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [5490, 5490]

proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1]

Asset: Band 2 (blue)

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200811_0_L2A/B02.tif

Title: Band 2 (blue)

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [10980, 10980]

proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1]

Asset: Band 3 (green)

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200811_0_L2A/B03.tif

Title: Band 3 (green)

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [10980, 10980]

proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1]

Asset: Band 4 (red)

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200811_0_L2A/B04.tif

Title: Band 4 (red)

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [10980, 10980]

proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1]

Asset: Aerosol Optical Thickness (AOT)

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200811_0_L2A/AOT.tif

Title: Aerosol Optical Thickness (AOT)

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [1830, 1830]

proj:transform: [60, 0, 699960, 0, -60, 9700000, 0, 0, 1]

Asset: Band 5

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200811_0_L2A/B05.tif

Title: Band 5

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [5490, 5490]

proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1]

Asset: Band 6

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200811_0_L2A/B06.tif

Title: Band 6

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [5490, 5490]

proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1]

Asset: Band 7

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200811_0_L2A/B07.tif

Title: Band 7

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [5490, 5490]

proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1]

Asset: Band 8 (nir)

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200811_0_L2A/B08.tif

Title: Band 8 (nir)

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [10980, 10980]

proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1]

Asset: Band 8A

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200811_0_L2A/B8A.tif

Title: Band 8A

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [5490, 5490]

proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1]

Asset: Band 9

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200811_0_L2A/B09.tif

Title: Band 9

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [1830, 1830]

proj:transform: [60, 0, 699960, 0, -60, 9700000, 0, 0, 1]

Asset: Water Vapour (WVP)

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200811_0_L2A/WVP.tif

Title: Water Vapour (WVP)

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [10980, 10980]

proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1]

Asset: True color image

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200811_0_L2A/TCI.tif

Title: True color image

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [10980, 10980]

proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1]

Asset: Scene Classification Map (SCL)

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200811_0_L2A/SCL.tif

Title: Scene Classification Map (SCL)

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [5490, 5490]

proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1]

Asset: Original JSON metadata

href: https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/36/M/YB/2020/8/11/0/tileInfo.json

Title: Original JSON metadata

Media type: application/json

Owner:

Links

Link:

Rel: self

Target: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs/items/S2A_36MYB_20200811_0_L2A

Link:

Rel: canonical

Target: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200811_0_L2A/S2A_36MYB_20200811_0_L2A.json

Media Type: application/json

Link:

Source STAC Item

Rel: derived_from

Target: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a/items/S2A_36MYB_20200811_0_L2A

Media Type: application/json

Link:

Rel: parent

Target: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs

Link:

Rel: collection

Target: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs

Link:

Earth Search

Rel: root

Target: https://earth-search.aws.element84.com/v0

Media Type: application/json

Item: S2B_36MYB_20200809_0_L2A

ID: S2B_36MYB_20200809_0_L2A

Bounding Box: [34.79870551983084, -3.7056906919566326, 35.76700629249285, -2.7110017811328926]

Datetime: 2020-08-09 08:10:57+00:00

datetime: 2020-08-09T08:10:57Z

platform: sentinel-2b

constellation: sentinel-2

instruments: ['msi']

gsd: 10

view:off_nadir: 0

proj:epsg: 32736

sentinel:utm_zone: 36

sentinel:latitude_band: M

sentinel:grid_square: YB

sentinel:sequence: 0

sentinel:product_id: S2B_MSIL2A_20200809T074619_N0214_R135_T36MYB_20200809T103816

sentinel:data_coverage: 86.85

eo:cloud_cover: 77.28

sentinel:valid_cloud_cover: True

created: 2020-08-18T10:57:54.124Z

updated: 2020-08-18T10:57:54.124Z

stac_extensions: ['eo', 'view', 'proj']

STAC Extensions

eo

view

proj

Assets

Asset: Thumbnail

href: https://roda.sentinel-hub.com/sentinel-s2-l1c/tiles/36/M/YB/2020/8/9/0/preview.jpg

Title: Thumbnail

Media type: image/png

Owner:

Asset: True color image

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2B_36MYB_20200809_0_L2A/L2A_PVI.tif

Title: True color image

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [343, 343]

proj:transform: [320, 0, 699960, 0, -320, 9700000, 0, 0, 1]

Asset: Original JSON metadata

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Datetime: 2020-08-06 08:01:02+00:00

datetime: 2020-08-06T08:01:02Z

platform: sentinel-2b

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sentinel:latitude_band: M

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created: 2020-08-17T20:39:17.063Z

updated: 2020-08-17T20:39:17.063Z

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STAC Extensions

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proj

Assets

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Datetime: 2020-08-04 08:11:00+00:00

created: 2020-08-17T21:33:14.530Z

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proj:epsg: 32736

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datetime: 2020-08-04T08:11:00Z

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sentinel:data_coverage: 85.89

updated: 2020-08-17T21:33:14.530Z

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STAC Extensions

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proj

Assets

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Media Type: application/json

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Datetime: 2020-08-01 08:01:05+00:00

datetime: 2020-08-01T08:01:05Z

platform: sentinel-2a

constellation: sentinel-2

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proj:epsg: 32736

sentinel:utm_zone: 36

sentinel:latitude_band: M

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sentinel:data_coverage: 32.57

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created: 2020-08-18T10:54:09.447Z

updated: 2020-08-18T10:54:09.447Z

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STAC Extensions

eo

view

proj

Assets

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Datetime: 2020-07-30 08:10:57+00:00

datetime: 2020-07-30T08:10:57Z

platform: sentinel-2b

constellation: sentinel-2

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created: 2020-08-18T09:45:24.058Z

updated: 2020-08-18T09:45:24.058Z

stac_extensions: ['eo', 'view', 'proj']

STAC Extensions

eo

view

proj

Assets

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proj:shape: [5490, 5490]

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Links

Link:

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Target: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs/items/S2B_36MYB_20200730_0_L2A

Link:

Source STAC Item

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Link:

Earth Search

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Target: https://earth-search.aws.element84.com/v0

Media Type: application/json

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Datetime: 2020-07-27 08:01:01+00:00

created: 2020-08-31T18:24:19.293Z

sentinel:product_id: S2B_MSIL2A_20200727T073619_N0214_R092_T36MYB_20200727T122549

sentinel:sequence: 0

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sentinel:valid_cloud_cover: True

platform: sentinel-2b

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proj:epsg: 32736

sentinel:grid_square: YB

datetime: 2020-07-27T08:01:01Z

instruments: ['msi']

constellation: sentinel-2

eo:cloud_cover: 49.45

gsd: 10

sentinel:latitude_band: M

sentinel:data_coverage: 31.47

updated: 2020-08-31T18:24:19.293Z

stac_extensions: ['eo', 'view', 'proj']

properties.sentinel:boa_offset_applied: False

STAC Extensions

eo

view

proj

Assets

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proj:transform: [320, 0, 699960, 0, -320, 9700000, 0, 0, 1]

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Title: Thumbnail

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proj:shape: [10980, 10980]

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Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [1830, 1830]

proj:transform: [60, 0, 699960, 0, -60, 9700000, 0, 0, 1]

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Media type: image/tiff; application=geotiff; profile=cloud-optimized

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proj:shape: [1830, 1830]

proj:transform: [60, 0, 699960, 0, -60, 9700000, 0, 0, 1]

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Media type: image/tiff; application=geotiff; profile=cloud-optimized

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proj:shape: [10980, 10980]

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Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [10980, 10980]

proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1]

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Media type: image/tiff; application=geotiff; profile=cloud-optimized

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proj:shape: [5490, 5490]

proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1]

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Links

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Target: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs/items/S2B_36MYB_20200727_0_L2A

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Media Type: application/json

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Earth Search

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Target: https://earth-search.aws.element84.com/v0

Media Type: application/json

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Datetime: 2020-07-25 08:10:59+00:00

created: 2020-08-18T10:54:56.621Z

sentinel:product_id: S2A_MSIL2A_20200725T074621_N0214_R135_T36MYB_20200725T111115

sentinel:sequence: 0

view:off_nadir: 0

sentinel:valid_cloud_cover: True

platform: sentinel-2a

sentinel:utm_zone: 36

proj:epsg: 32736

sentinel:grid_square: YB

datetime: 2020-07-25T08:10:59Z

instruments: ['msi']

constellation: sentinel-2

eo:cloud_cover: 1.01

gsd: 10

sentinel:latitude_band: M

sentinel:data_coverage: 86.12

updated: 2020-08-18T10:54:56.621Z

stac_extensions: ['eo', 'view', 'proj']

properties.sentinel:boa_offset_applied: False

STAC Extensions

eo

view

proj

Assets

Asset: True color image

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200725_0_L2A/L2A_PVI.tif

Title: True color image

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [343, 343]

proj:transform: [320, 0, 699960, 0, -320, 9700000, 0, 0, 1]

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Title: Thumbnail

Media type: image/png

Owner:

Asset: Original XML metadata

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Media type: application/xml

Owner:

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Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [5490, 5490]

proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1]

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Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [1830, 1830]

proj:transform: [60, 0, 699960, 0, -60, 9700000, 0, 0, 1]

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proj:shape: [5490, 5490]

proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1]

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Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [10980, 10980]

proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1]

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Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [10980, 10980]

proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1]

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Asset: Aerosol Optical Thickness (AOT)

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Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [1830, 1830]

proj:transform: [60, 0, 699960, 0, -60, 9700000, 0, 0, 1]

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Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [5490, 5490]

proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1]

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Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [5490, 5490]

proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1]

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Media type: image/tiff; application=geotiff; profile=cloud-optimized

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proj:shape: [10980, 10980]

proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1]

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Media type: image/tiff; application=geotiff; profile=cloud-optimized

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proj:shape: [1830, 1830]

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Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [10980, 10980]

proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1]

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Title: True color image

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [10980, 10980]

proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1]

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Title: Scene Classification Map (SCL)

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [5490, 5490]

proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1]

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href: https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/36/M/YB/2020/7/25/0/tileInfo.json

Title: Original JSON metadata

Media type: application/json

Owner:

Links

Link:

Rel: self

Target: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs/items/S2A_36MYB_20200725_0_L2A

Link:

Source STAC Item

Rel: derived_from

Target: s3://cirrus-v0-data-1qm7gekzjucbq/sentinel-s2-l2a/36/M/YB/2020/7/S2A_36MYB_20200725_0_L2A/S2A_36MYB_20200725_0_L2A.json

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Target: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs

Link:

Rel: collection

Target: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs

Link:

Earth Search

Rel: root

Target: https://earth-search.aws.element84.com/v0

Media Type: application/json

Item: S2A_36MYB_20200722_0_L2A

ID: S2A_36MYB_20200722_0_L2A

Bounding Box: [35.356453603399366, -3.704380723262607, 35.78841174435426, -2.7109586089556537]

Datetime: 2020-07-22 08:01:04+00:00

created: 2020-09-19T01:08:35.436Z

sentinel:product_id: S2A_MSIL2A_20200722T073621_N0214_R092_T36MYB_20200722T105841

sentinel:sequence: 0

view:off_nadir: 0

sentinel:valid_cloud_cover: True

platform: sentinel-2a

sentinel:utm_zone: 36

proj:epsg: 32736

sentinel:grid_square: YB

datetime: 2020-07-22T08:01:04Z

instruments: ['msi']

constellation: sentinel-2

eo:cloud_cover: 69.73

gsd: 10

sentinel:latitude_band: M

data_coverage: 32.26

updated: 2020-09-19T01:08:35.436Z

sentinel:data_coverage: 32.26

stac_extensions: ['eo', 'view', 'proj']

properties.sentinel:boa_offset_applied: False

STAC Extensions

eo

view

proj

Assets

Asset: True color image

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200722_0_L2A/L2A_PVI.tif

Title: True color image

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [343, 343]

proj:transform: [320, 0, 699960, 0, -320, 9700000, 0, 0, 1]

Asset: Thumbnail

href: https://roda.sentinel-hub.com/sentinel-s2-l1c/tiles/36/M/YB/2020/7/22/0/preview.jpg

Title: Thumbnail

Media type: image/png

Owner:

Asset: Original XML metadata

href: https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/36/M/YB/2020/7/22/0/metadata.xml

Title: Original XML metadata

Media type: application/xml

Owner:

Asset: Band 11 (swir16)

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200722_0_L2A/B11.tif

Title: Band 11 (swir16)

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [5490, 5490]

proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1]

Asset: Band 1 (coastal)

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200722_0_L2A/B01.tif

Title: Band 1 (coastal)

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [1830, 1830]

proj:transform: [60, 0, 699960, 0, -60, 9700000, 0, 0, 1]

Asset: Band 12 (swir22)

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200722_0_L2A/B12.tif

Title: Band 12 (swir22)

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [5490, 5490]

proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1]

Asset: Band 2 (blue)

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200722_0_L2A/B02.tif

Title: Band 2 (blue)

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [10980, 10980]

proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1]

Asset: Band 3 (green)

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200722_0_L2A/B03.tif

Title: Band 3 (green)

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [10980, 10980]

proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1]

Asset: Band 4 (red)

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200722_0_L2A/B04.tif

Title: Band 4 (red)

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [10980, 10980]

proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1]

Asset: Aerosol Optical Thickness (AOT)

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200722_0_L2A/AOT.tif

Title: Aerosol Optical Thickness (AOT)

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [1830, 1830]

proj:transform: [60, 0, 699960, 0, -60, 9700000, 0, 0, 1]

Asset: Band 5

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200722_0_L2A/B05.tif

Title: Band 5

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [5490, 5490]

proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1]

Asset: Band 6

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200722_0_L2A/B06.tif

Title: Band 6

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [5490, 5490]

proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1]

Asset: Band 7

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200722_0_L2A/B07.tif

Title: Band 7

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [5490, 5490]

proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1]

Asset: Band 8 (nir)

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200722_0_L2A/B08.tif

Title: Band 8 (nir)

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [10980, 10980]

proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1]

Asset: Band 8A

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200722_0_L2A/B8A.tif

Title: Band 8A

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [5490, 5490]

proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1]

Asset: Band 9

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200722_0_L2A/B09.tif

Title: Band 9

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [1830, 1830]

proj:transform: [60, 0, 699960, 0, -60, 9700000, 0, 0, 1]

Asset: Water Vapour (WVP)

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200722_0_L2A/WVP.tif

Title: Water Vapour (WVP)

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [10980, 10980]

proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1]

Asset: True color image

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200722_0_L2A/TCI.tif

Title: True color image

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [10980, 10980]

proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1]

Asset: Scene Classification Map (SCL)

href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200722_0_L2A/SCL.tif

Title: Scene Classification Map (SCL)

Media type: image/tiff; application=geotiff; profile=cloud-optimized

Owner:

proj:shape: [5490, 5490]

proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1]

Asset: Original JSON metadata

href: https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/36/M/YB/2020/7/22/0/tileInfo.json

Title: Original JSON metadata

Media type: application/json

Owner:

Links

Link:

Rel: self

Target: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs/items/S2A_36MYB_20200722_0_L2A

Link:

Rel: canonical

Target: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200722_0_L2A/S2A_36MYB_20200722_0_L2A.json

Media Type: application/json

Link:

Source STAC Item

Rel: derived_from

Target: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a/items/S2A_36MYB_20200722_0_L2A

Media Type: application/json

Link:

Rel: parent

Target: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs

Link:

Rel: collection

Target: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs

Link:

Earth Search

Rel: root

Target: https://earth-search.aws.element84.com/v0

Media Type: application/json

results.get_all_items

<bound method ItemSearch.get_all_items of <pystac_client.item_search.ItemSearch object at 0x16abda7d0>>

bbox = (-119.00, 38.6, -118.5, 38.7) #(west, south, east, north)

dates = "2017-10-01/2017-12-01"
URL = "https://earth-search.aws.element84.com/v0"
client = Client.open(URL)
results = client.search(
    collections=["sentinel-s2-l2a-cogs"],
    datetime=dates,
    bbox=bbox,
)

items = results.item_collection()
print(len(items))

6

catalog = intake.open_stac_item_collection(items)

list(catalog)

['S2B_11SLC_20171128_0_L2A',
 'S2B_11SLC_20171118_0_L2A',
 'S2A_11SLC_20171113_0_L2A',
 'S2A_11SLC_20171024_0_L2A',
 'S2B_11SLC_20171019_0_L2A',
 'S2A_11SLC_20171004_0_L2A']

sceneid = 'S2B_11SLC_20171128_0_L2A'
catalog[sceneid].B04.metadata

{'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/11/S2B_11SLC_20171128_0_L2A/B04.tif',
 'type': 'image/tiff; application=geotiff; profile=cloud-optimized',
 'title': 'Band 4 (red)',
 'proj:shape': [10980, 10980],
 'proj:transform': [10, 0, 300000, 0, -10, 4300020, 0, 0, 1],
 'eo:bands': [{'full_width_half_max': 0.038,
   'center_wavelength': 0.6645,
   'name': 'B04',
   'common_name': 'red'}],
 'gsd': 10,
 'roles': ['data'],
 'plots': {'geotiff': {'kind': 'image',
   'x': 'x',
   'y': 'y',
   'frame_width': 500,
   'data_aspect': 1,
   'rasterize': True,
   'dynamic': True,
   'cmap': 'viridis'}},
 'catalog_dir': ''}

import hvplot.xarray

import xarray as xra

item = catalog[sceneid]
da = item['B04'].to_dask()
da

<xarray.DataArray (band: 1, y: 10980, x: 10980)>
dask.array<open_rasterio-6413b43b540e3bfca84ecd23846d262a<this-array>, shape=(1, 10980, 10980), dtype=uint16, chunksize=(1, 10980, 10980), chunktype=numpy.ndarray>
Coordinates:
  * band     (band) int64 1
  * y        (y) float64 4.3e+06 4.3e+06 4.3e+06 ... 4.19e+06 4.19e+06 4.19e+06
  * x        (x) float64 3e+05 3e+05 3e+05 ... 4.098e+05 4.098e+05 4.098e+05
Attributes:
    transform:           (10.0, 0.0, 300000.0, 0.0, -10.0, 4300020.0)
    crs:                 +init=epsg:32611
    res:                 (10.0, 10.0)
    is_tiled:            1
    nodatavals:          (0.0,)
    scales:              (1.0,)
    offsets:             (0.0,)
    AREA_OR_POINT:       Area
    OVR_RESAMPLING_ALG:  AVERAGE

xarray.DataArray

• band: 1
• y: 10980
• x: 10980

• dask.array<chunksize=(1, 10980, 10980), meta=np.ndarray>

  Array Chunk Bytes 229.95 MiB 229.95 MiB Shape (1, 10980, 10980) (1, 10980, 10980) Dask graph 1 chunks in 2 graph layers Data type uint16 numpy.ndarray

• Coordinates: (3)
  • band
    (band)
    int64
    1

    array([1])

  • y
    (y)
    float64
    4.3e+06 4.3e+06 ... 4.19e+06

    array([4300015., 4300005., 4299995., ..., 4190245., 4190235., 4190225.])

  • x
    (x)
    float64
    3e+05 3e+05 ... 4.098e+05 4.098e+05

    array([300005., 300015., 300025., ..., 409775., 409785., 409795.])

• Indexes: (3)
  • band
    PandasIndex

    PandasIndex(Int64Index([1], dtype='int64', name='band'))

  • y
    PandasIndex

    PandasIndex(Float64Index([4300015.0, 4300005.0, 4299995.0, 4299985.0, 4299975.0, 4299965.0,
                  4299955.0, 4299945.0, 4299935.0, 4299925.0,
                  ...
                  4190315.0, 4190305.0, 4190295.0, 4190285.0, 4190275.0, 4190265.0,
                  4190255.0, 4190245.0, 4190235.0, 4190225.0],
                 dtype='float64', name='y', length=10980))

  • x
    PandasIndex

    PandasIndex(Float64Index([300005.0, 300015.0, 300025.0, 300035.0, 300045.0, 300055.0,
                  300065.0, 300075.0, 300085.0, 300095.0,
                  ...
                  409705.0, 409715.0, 409725.0, 409735.0, 409745.0, 409755.0,
                  409765.0, 409775.0, 409785.0, 409795.0],
                 dtype='float64', name='x', length=10980))

• Attributes: (9)

  transform :

  (10.0, 0.0, 300000.0, 0.0, -10.0, 4300020.0)

  crs :

  +init=epsg:32611

  res :

  (10.0, 10.0)

  is_tiled :

  1

  nodatavals :

  (0.0,)

  scales :

  (1.0,)

  offsets :

  (0.0,)

  AREA_OR_POINT :

  Area

  OVR_RESAMPLING_ALG :

  AVERAGE

da.hvplot.image(x='x', y='y', width=400, height=400, geo=True, datashade=True, cmap='greys', title='sentinel')

/Users/droumis/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6
  in_crs_string = _prepare_from_proj_string(in_crs_string)
OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.

AWS

aws_data_source = cat.amazon_landsat_band(path=path, row=row, product_id=product_id, band=band)
aws_data_source

amazon_landsat_band:
  args:
    chunks:
      band: 1
      x: 256
      y: 256
    storage_options:
      anon: true
    urlpath: s3://landsat-pds/c1/L8/042/033/LC08_L1TP_042033_20171022_20171107_01_T1/LC08_L1TP_042033_20171022_20171107_01_T1_B5.TIF
  description: Landsat bands from Amazon Web Services S3
  driver: intake_xarray.raster.RasterIOSource
  metadata:
    cache:
    - argkey: urlpath
      regex: landsat-pds
      type: file
    catalog_dir: /Users/droumis/src/hv-landsat-cookbook/notebooks/data/

aws_da = aws_data_source.read_chunked()
# FileNotFoundError: 

---------------------------------------------------------------------------
FileNotFoundError                         Traceback (most recent call last)
Cell In[52], line 1
----> 1 aws_da = aws_data_source.read_chunked()
      2 # FileNotFoundError: 

File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/intake_xarray/base.py:44, in DataSourceMixin.read_chunked(self)
     42 def read_chunked(self):
     43     """Return xarray object (which will have chunks)"""
---> 44     self._load_metadata()
     45     return self._ds

File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/intake/source/base.py:285, in DataSourceBase._load_metadata(self)
    283 """load metadata only if needed"""
    284 if self._schema is None:
--> 285     self._schema = self._get_schema()
    286     self.dtype = self._schema.dtype
    287     self.shape = self._schema.shape

File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/intake_xarray/raster.py:99, in RasterIOSource._get_schema(self)
     96 import msgpack
     97 import xarray as xr
---> 99 self.urlpath, *_ = self._get_cache(self.urlpath)
    101 if self._ds is None:
    102     self._open_dataset()

File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/intake/source/base.py:84, in CacheMixin._get_cache(self, urlpath)
     82 if len(self.cache) == 0:
     83     return [urlpath]
---> 84 return [c.load(urlpath) for c in self.cache]

File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/intake/source/base.py:84, in <listcomp>(.0)
     82 if len(self.cache) == 0:
     83     return [urlpath]
---> 84 return [c.load(urlpath) for c in self.cache]

File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/intake/source/cache.py:160, in BaseCache.load(self, urlpath, output, **kwargs)
    158 if cache_paths is None or any(not os.path.exists(c) for c in cache_paths):
    159     files_in, files_out = self._make_files(urlpath)
--> 160     self._load(files_in, files_out, urlpath)
    161 cache_paths = self._from_metadata(urlpath)
    162 return cache_paths

File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/intake/source/cache.py:193, in BaseCache._load(self, files_in, files_out, urlpath, meta)
    190         ddown = dask.delayed(_download)
    191         out.append(ddown(file_in, file_out, self.blocksize,
    192                          self.output))
--> 193 dask.compute(*out)
    194 return outnames

File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/dask/base.py:600, in compute(traverse, optimize_graph, scheduler, get, *args, **kwargs)
    597     keys.append(x.__dask_keys__())
    598     postcomputes.append(x.__dask_postcompute__())
--> 600 results = schedule(dsk, keys, **kwargs)
    601 return repack([f(r, *a) for r, (f, a) in zip(results, postcomputes)])

File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/dask/threaded.py:89, in get(dsk, keys, cache, num_workers, pool, **kwargs)
     86     elif isinstance(pool, multiprocessing.pool.Pool):
     87         pool = MultiprocessingPoolExecutor(pool)
---> 89 results = get_async(
     90     pool.submit,
     91     pool._max_workers,
     92     dsk,
     93     keys,
     94     cache=cache,
     95     get_id=_thread_get_id,
     96     pack_exception=pack_exception,
     97     **kwargs,
     98 )
    100 # Cleanup pools associated to dead threads
    101 with pools_lock:

File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/dask/local.py:511, in get_async(submit, num_workers, dsk, result, cache, get_id, rerun_exceptions_locally, pack_exception, raise_exception, callbacks, dumps, loads, chunksize, **kwargs)
    509         _execute_task(task, data)  # Re-execute locally
    510     else:
--> 511         raise_exception(exc, tb)
    512 res, worker_id = loads(res_info)
    513 state["cache"][key] = res

File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/dask/local.py:319, in reraise(exc, tb)
    317 if exc.__traceback__ is not tb:
    318     raise exc.with_traceback(tb)
--> 319 raise exc

File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/dask/local.py:224, in execute_task(key, task_info, dumps, loads, get_id, pack_exception)
    222 try:
    223     task, data = loads(task_info)
--> 224     result = _execute_task(task, data)
    225     id = get_id()
    226     result = dumps((result, id))

File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/dask/core.py:119, in _execute_task(arg, cache, dsk)
    115     func, args = arg[0], arg[1:]
    116     # Note: Don't assign the subtask results to a variable. numpy detects
    117     # temporaries by their reference count and can execute certain
    118     # operations in-place.
--> 119     return func(*(_execute_task(a, cache) for a in args))
    120 elif not ishashable(arg):
    121     return arg

File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/intake/source/cache.py:281, in _download(file_in, file_out, blocksize, output)
    278         output = False
    280 try:
--> 281     file_size = file_in.fs.size(file_in.path)
    282     pbar_disabled = not file_size
    283 except ValueError as err:

File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/fsspec/asyn.py:113, in sync_wrapper.<locals>.wrapper(*args, **kwargs)
    110 @functools.wraps(func)
    111 def wrapper(*args, **kwargs):
    112     self = obj or args[0]
--> 113     return sync(self.loop, func, *args, **kwargs)

File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/fsspec/asyn.py:98, in sync(loop, func, timeout, *args, **kwargs)
     96     raise FSTimeoutError from return_result
     97 elif isinstance(return_result, BaseException):
---> 98     raise return_result
     99 else:
    100     return return_result

File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/fsspec/asyn.py:53, in _runner(event, coro, result, timeout)
     51     coro = asyncio.wait_for(coro, timeout=timeout)
     52 try:
---> 53     result[0] = await coro
     54 except Exception as ex:
     55     result[0] = ex

File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/fsspec/asyn.py:578, in AsyncFileSystem._size(self, path)
    577 async def _size(self, path):
--> 578     return (await self._info(path)).get("size", None)

File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/s3fs/core.py:1257, in S3FileSystem._info(self, path, bucket, key, refresh, version_id)
   1245     if (
   1246         out.get("KeyCount", 0) > 0
   1247         or out.get("Contents", [])
   1248         or out.get("CommonPrefixes", [])
   1249     ):
   1250         return {
   1251             "name": "/".join([bucket, key]),
   1252             "type": "directory",
   1253             "size": 0,
   1254             "StorageClass": "DIRECTORY",
   1255         }
-> 1257     raise FileNotFoundError(path)
   1258 except ClientError as e:
   1259     raise translate_boto_error(e, set_cause=False)

FileNotFoundError: landsat-pds/c1/L8/042/033/LC08_L1TP_042033_20171022_20171107_01_T1/LC08_L1TP_042033_20171022_20171107_01_T1_B5.TIF

NASA Earthdata

HLS (harmonized sentinel and landsat data) for walker lake on 2022-12-07